A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

Needs Docker Desktop (Kubernetes enabled), Helm and k6 (brew install k6).

scripts/deploy-local.sh                                      # build + deploy app, Postgres, migrations → localhost:8080
kubectl -n checkout apply -f k8s/monitoring/prometheus.yaml  # Prometheus → localhost:9090
kubectl -n checkout exec deploy/checkout-api-postgres -- psql -U postgres -c "UPDATE items SET stock = 1000000;"

опис

🌐 Live Demo

You are setting up a local LLM stack on an AMD Strix Halo machine (Ryzen AI Max+ 395, Radeon 8060S, gfx1151, 128 GB unified memory) running native Linux. When you finish, the user can start any of these from LlamaStash (TUI, CLI, or its OpenAI/Anthropic proxy), each with ready-made presets:

DNS Proxy is a simple DNS proxy server that supports all existing DNS protocols including DNS-over-TLS, DNS-over-HTTPS, DNSCrypt, and DNS-over-QUIC. Moreover, it can work as a DNS-over-HTTPS, DNS-over-TLS or DNS-over-QUIC server.

VERSION=$(curl -s https://api.github.com/repos/AdguardTeam/dnsproxy/releases/latest | grep tag_name | cut -d '"' -f 4) && echo "Latest AdguardTeam dnsproxy version is $VERSION"
wget -O dnsproxy.tar.gz "https://github.com/AdguardTeam/dnsproxy/releases/download/${VERSION}/dnsproxy-linux-amd64-${VERSION}.tar.gz"
tar -xzvf dnsproxy.tar.gz
cd linux-amd64

See how a minor change to your commit message style can make a difference.

git commit -m"<type>(<optional scope>): <description>" \
 -m"<optional body>" \